What it is
Spend fine frames only when a typed oracle says it is worth it.
What it does: Studies adaptive coarse/fine switching with Jev as the critic.
Why it belongs in the showcase: Hosted Jev used as a measured off-device signal.
Caveats: Research artifacts.
Evidence
Public MIT repo, created 2026-10-25, 0 stars as of 2026-10-26. Site j1s4nn.github.io/JevGAG (HTTP 200). README states oracle Jev jev-1.14.0 (image header TypeSafe-Danger-Zone-Images). Claim-to-artifact audit 18/18 PASS. Includes papers/, scripts/, and Kaggle datasets for follow-ons.
Caveats
- Research code and papers, not a product SDK
- Needs GPU jobs for full video runs; some audits are 0-GPU scripts
- Image-Jev did not beat text-Jev as a routing signal (reported negative)
Unofficial case page. Stars / list position observed for heat; do not treat heat as a quality SLA. Review the upstream README before you depend on it.